Generic Support for Python eDSLs#393
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…actoring. Definately needs comments
…ough generic Python), cleaned up code
…nel_tuner into generic_python_support
… search algorithms
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This pull request introduces a generic backend for tuning Python-embedded domain-specific languages such as Triton, Numba-CUDA, and CuTe DSL. The backend can be used by supplying
generic_pythonas the language argument intune_kernelorrun_kernel. The main changes are summarized as follows:GenericPythonFunctionsbackend class has been added to the backends.KernelSourceclass is split into two classes:KernelSourceStrandKernelSourceFn. The type ofKernelSourceis dynamically determined by a factory pattern. If the kernel languagegeneric_pythonis chosen, an instance ofKernelSourceFnis created, which employs AST manipulation to insert tunable parameters into the code instead of string manipulation. For all other languages,KernelSourceStris used transparently.call_functionis added to the Kernel Tuner API functions. This call function should be supplied by the user when the languagegeneric_pythonis chosen and should encapsulate the launch mechanism of the DSL. Examples of call functions for various DSLs can be found underexamples/generic_python/call_functions.cupyx.jit) are added underexamples/generic_python.testfolder.